| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ETTm1 | SCINet | MSE0.106 | 433 | 4d ago | |
| ETTm2 | MSE0.131 | 334 | 4d ago | ||
| Weather | PatchTST | MSE0.087 | 276 | 4d ago | |
| Traffic | OLinear | MSE0.341 | 200 | 4d ago | |
| ETTh2 (test) | DLinearU | MSE0.267 | 171 | 4d ago | |
| Exchange | DA-SPS | MAE0.007 | 165 | 4d ago | |
| Electricity | PatchTST | MSE0.129 | 150 | 4d ago | |
| ETTh1 (test) | SEG-MOE | MSE0.343 | 134 | 4d ago | |
| Weather (test) | Koopa | MSE0.126 | 124 | 4d ago | |
| ECL (test) | Koopa | MSE0.13 | 77 | 4d ago | |
| PEMS04 | SCINet | MSE0.073 | 74 | 4d ago | |
| ETTm1 (test) | Transformer | MSE0.315 | 67 | 4d ago | |
| Solar Energy | MTGNN | RSE0.1778 | 64 | 3d ago | |
| ETTh2 hourly (test) | PatchTST | MSE0.223 | 62 | 4d ago | |
| Solar-Energy (test) | SCINet | RSE0.1775 | 56 | 3d ago | |
| Solar | MAE0.032 | 52 | 2d ago | ||
| ECL | SSCNN | MSE0.118 | 49 | 4d ago | |
| Traffic | MTGNN | RSE0.4162 | 40 | 3d ago | |
| METR-LA (test) | FourierGNN | MAE0.05 | 36 | 2d ago | |
| Exchange Rate | Temporal Pattern Attention | RSE0.0174 | 36 | 3d ago | |
| Exchange-Rate (test) | RSE0.0184 | 36 | 3d ago | ||
| Electricity (test) | LST-Skip | RSE0.0864 | 36 | 3d ago | |
| Traffic (test) | LST-Skip | RSE0.4777 | 36 | 3d ago | |
| ETTm2 (test) | AutoCon | MSE0.178 | 35 | 4d ago | |
| ECG (test) | AdvSynGNN | MAE0.04 | 33 | 4d ago |
